Apps · Autonomous agents

OpenHands

Sandboxed agent that runs a real shell and browser.

Tokens / 7d

74B

Routing directive

auto:agent

On our metal

24%

Licence

Open source

OpenHands gives the model a container with a shell, a browser and a filesystem. Trajectories run for dozens of turns, so tool-call fidelity compounds — one malformed call wastes the entire run.

→ all-hands.dev → All apps → Integration docs

How it connects

LLM config points at the gateway with model auto:agent.
Strict JSON schema enforcement on every tool definition.
Per-trajectory cost caps enforced at the key level.

Traffic pattern

Long trajectories, 30–80 turns. Cost per successful trajectory is the only metric that matters.

claude-sonnet-4.5gpt-5.5devstral-medium

Point it at the gateway

# config.toml
[llm]
base_url = "https://api.llmcloud.ai/v1"
model = "auto:agent"
api_key = "llmc_..."